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konflux: use wheels from RHOAI index #994

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9 changes: 4 additions & 5 deletions .tekton/lightspeed-stack-pull-request.yaml
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -49,14 +49,13 @@ spec:
"type": "pip",
"path": ".",
"requirements_files": [
"requirements.x86_64.txt",
"requirements.aarch64.txt",
"requirements.hermetic.txt",
"requirements.torch.txt"
"requirements.hashes.wheel.txt",
"requirements.hashes.source.txt",
"requirements.hermetic.txt"
],
"requirements_build_files": ["requirements-build.txt"],
"binary": {
"packages": "torch,faiss-cpu,uv,pip,jiter,tiktoken,numpy,scipy,pandas,pillow,scikit_learn,pyarrow,cryptography,fastuuid,hf_xet,maturin,pydantic_core,rpds_py,safetensors,tokenizers",
"packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,autoevals,cachetools,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,greenlet,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,llama-stack-client,lxml,markdown-it-py,markupsafe,mdurl,mpmath,multidict,networkx,nltk,numpy,oauthlib,opentelemetry-api,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pandas,pillow,ply,polyleven,prompt-toolkit,propcache,proto-plus,psycopg2-binary,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rpds-py,rsa,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,sniffio,sqlalchemy,starlette,sympy,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspection,tzdata,urllib3,wcwidth,websocket-client,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
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⚠️ Potential issue | 🟡 Minor

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
# Extract and verify the packages list is sorted
packages=$(grep -o '"packages": "[^"]*"' .tekton/lightspeed-stack-pull-request.yaml | sed 's/"packages": "//;s/"$//')
echo "$packages" | tr ',' '\n' | sort -c && echo "Packages are sorted" || echo "Packages are NOT sorted"
echo "Total packages: $(echo "$packages" | tr ',' '\n' | wc -l)"

Repository: lightspeed-core/lightspeed-stack

Length of output: 162

🏁 Script executed:

# Check the file exists and examine its structure
ls -la .tekton/lightspeed-stack-pull-request.yaml && wc -l .tekton/lightspeed-stack-pull-request.yaml

Repository: lightspeed-core/lightspeed-stack

Length of output: 215

🏁 Script executed:

# Look at the context around line 58
sed -n '55,65p' .tekton/lightspeed-stack-pull-request.yaml | cat -n

Repository: lightspeed-core/lightspeed-stack

Length of output: 1788

Fix the generator script to produce sorted package output.

The packages list (121 items) is not sorted: uv appears at position 119 but should be alphabetically earlier. While the long line length itself is acceptable for auto-generated content, the unsorted state indicates the konflux_requirements.sh generator is not producing consistent output, making diffs harder to review. Ensure the generator sorts packages alphabetically.

🤖 Prompt for AI Agents 
In @.tekton/lightspeed-stack-pull-request.yaml at line 58, The generated
packages list is unsorted (e.g., "uv" at the end) because the generator script
konflux_requirements.sh is not sorting its output; update the generator to sort
the package names before joining/emitting them (for example pipe the package
lines through sort -u or use an equivalent language-level sort) so the
"packages" string in .tekton/lightspeed-stack-pull-request.yaml is produced in
stable alphabetical order; ensure duplicates are handled (unique) and adjust the
code path that builds the comma-separated string (the place that constructs the
long "packages" value) to use the sorted list.

"os": "linux",
"arch": "x86_64,aarch64",
"py_version": "312"
Expand Down
9 changes: 4 additions & 5 deletions .tekton/lightspeed-stack-push.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -41,14 +41,13 @@ spec:
"type": "pip",
"path": ".",
"requirements_files": [
"requirements.x86_64.txt",
"requirements.aarch64.txt",
"requirements.hermetic.txt",
"requirements.torch.txt"
"requirements.hashes.wheel.txt",
"requirements.hashes.source.txt",
"requirements.hermetic.txt"
],
"requirements_build_files": ["requirements-build.txt"],
"binary": {
"packages": "torch,faiss-cpu,uv,pip,jiter,tiktoken,numpy,scipy,pandas,pillow,scikit_learn,pyarrow,cryptography,fastuuid,hf_xet,maturin,pydantic_core,rpds_py,safetensors,tokenizers",
"packages": "accelerate,aiohappyeyeballs,aiohttp,aiosignal,aiosqlite,annotated-doc,annotated-types,anyio,asyncpg,attrs,autoevals,cachetools,cffi,charset-normalizer,chevron,click,cryptography,datasets,dill,distro,dnspython,durationpy,faiss-cpu,fire,frozenlist,fsspec,googleapis-common-protos,greenlet,grpcio,h11,hf-xet,httpcore,httpx,httpx-sse,huggingface-hub,idna,jinja2,jiter,joblib,jsonschema-specifications,llama-stack-client,lxml,markdown-it-py,markupsafe,mdurl,mpmath,multidict,networkx,nltk,numpy,oauthlib,opentelemetry-api,opentelemetry-exporter-otlp,opentelemetry-exporter-otlp-proto-common,opentelemetry-exporter-otlp-proto-grpc,opentelemetry-exporter-otlp-proto-http,opentelemetry-instrumentation,opentelemetry-proto,opentelemetry-sdk,opentelemetry-semantic-conventions,packaging,pandas,pillow,ply,polyleven,prompt-toolkit,propcache,proto-plus,psycopg2-binary,pyaml,pyarrow,pyasn1,pyasn1-modules,pycparser,pydantic,pydantic-core,pydantic-settings,pygments,pyjwt,python-dateutil,python-dotenv,python-multipart,pytz,pyyaml,referencing,regex,requests,requests-oauthlib,rich,rpds-py,rsa,safetensors,scikit-learn,scipy,sentence-transformers,setuptools,six,sniffio,sqlalchemy,starlette,sympy,threadpoolctl,tiktoken,tokenizers,torch,tqdm,transformers,triton,typing-extensions,typing-inspection,tzdata,urllib3,wcwidth,websocket-client,wrapt,xxhash,yarl,zipp,uv,pip,maturin",
"os": "linux",
"arch": "x86_64,aarch64",
"py_version": "312"
Expand Down
10 changes: 7 additions & 3 deletions Containerfile
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Original file line number Diff line number Diff line change
Expand Up @@ -5,17 +5,20 @@ ARG APP_ROOT=/app-root
ARG LSC_SOURCE_DIR=.

# UV_PYTHON_DOWNLOADS=0 : Disable Python interpreter downloads and use the system interpreter.
# MATURIN_NO_INSTALL_RUST=1 : Disable installation of Rust dependencies by Maturin.
ENV UV_COMPILE_BYTECODE=0 \
UV_LINK_MODE=copy \
UV_PYTHON_DOWNLOADS=0
UV_PYTHON_DOWNLOADS=0 \
MATURIN_NO_INSTALL_RUST=1

WORKDIR /app-root

USER root

# Install gcc - required by polyleven python package on aarch64
# (dependency of autoevals, no pre-built binary wheels for linux on aarch64)
RUN dnf install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs gcc
# cmake and cargo are required by fastuuid, maturin
RUN dnf install -y --nodocs --setopt=keepcache=0 --setopt=tsflags=nodocs gcc cmake cargo

# Install uv package manager
RUN pip3.12 install "uv>=0.8.15"
Expand All @@ -34,7 +37,8 @@ RUN if [ -f /cachi2/cachi2.env ]; then \
. /cachi2/cachi2.env && \
uv venv --seed --no-index --find-links ${PIP_FIND_LINKS} && \
. .venv/bin/activate && \
pip install --no-index --find-links ${PIP_FIND_LINKS} -r requirements.$(uname -m).txt -r requirements.torch.txt; \
pip install --no-cache-dir --ignore-installed --no-index --find-links ${PIP_FIND_LINKS} --no-deps -r requirements.hashes.wheel.txt -r requirements.hashes.source.txt && \
pip check; \
else \
uv sync --locked --no-dev --group llslibdev; \
fi
Expand Down
11 changes: 2 additions & 9 deletions Makefile
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Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@ PATH_TO_PLANTUML := ~/bin
PYTHON_REGISTRY = pypi

# PyTorch version
TORCH_VERSION := 2.7.1
TORCH_VERSION := 2.9.0


run: ## Run the service locally
Expand Down Expand Up @@ -111,14 +111,7 @@ upload-distribution-archives: ## Upload distribution archives into Python regist
uv run python -m twine upload --repository ${PYTHON_REGISTRY} dist/*

konflux-requirements: ## generate hermetic requirements.*.txt file for konflux build
uv pip compile pyproject.toml -o requirements.x86_64.txt --generate-hashes --group llslibdev --python-platform x86_64-unknown-linux-gnu --torch-backend cpu --python-version 3.12 --refresh
uv pip compile pyproject.toml -o requirements.aarch64.txt --generate-hashes --group llslibdev --python-platform aarch64-unknown-linux-gnu --torch-backend cpu --python-version 3.12 --refresh
./scripts/remove_torch_deps.sh requirements.x86_64.txt
./scripts/remove_torch_deps.sh requirements.aarch64.txt
echo "torch==${TORCH_VERSION}" | uv pip compile - -o requirements.torch.txt --generate-hashes --python-version 3.12 --torch-backend cpu --emit-index-url --no-deps --index-url https://download.pytorch.org/whl/cpu --refresh
uv run pybuild-deps compile --output-file=requirements-build.txt \
<(grep -v "^faiss-cpu" requirements.hermetic.txt) \
<(grep -Eo "^[a-zA-Z0-9][-a-zA-Z0-9._]*==[^ ]+" requirements.x86_64.txt | grep -v "^faiss-cpu")
./scripts/konflux_requirements.sh
Comment on lines 113 to +114
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⚠️ Potential issue | 🟠 Major

🧩 Analysis chain

🏁 Script executed:

#!/bin/bash
# First, check if the script exists
if [ -f scripts/konflux_requirements.sh ]; then
    echo "=== Checking for error handling in scripts/konflux_requirements.sh ==="
    echo ""
    echo "--- First 30 lines of the script ---"
    head -30 scripts/konflux_requirements.sh
    echo ""
    echo "--- Searching for set directives ---"
    grep -n "^set -" scripts/konflux_requirements.sh || echo "No 'set -' directives found at line start"
else
    echo "ERROR: scripts/konflux_requirements.sh not found"
    ls -la scripts/ 2>/dev/null || echo "scripts directory not found"
fi

Repository: lightspeed-core/lightspeed-stack

Length of output: 1325

Add error handling directives to scripts/konflux_requirements.sh.

The script is missing set -e and set -o pipefail at the top. These are critical since the script generates requirements files that feed into the Tekton pipeline build. Add the following lines right after the shebang:

#!/bin/bash
set -e
set -o pipefail

This ensures the script exits immediately on any command failure or pipe error, preventing partial/corrupted output files from progressing to the build pipeline.

🤖 Prompt for AI Agents 
In `@Makefile` around lines 113 - 114, The konflux_requirements generation script
scripts/konflux_requirements.sh lacks strict error handling; update that script
(invoked by the Makefile target konflux-requirements) by adding shell strictness
flags right after the shebang: enable exit-on-error and fail-on-pipe-failure
(i.e., add set -e and set -o pipefail) so the script exits immediately on any
command or pipeline failure and avoids producing partial/corrupted requirements
files for the Tekton build.


help: ## Show this help screen
@echo 'Usage: make <OPTIONS> ... <TARGETS>'
Expand Down
148 changes: 80 additions & 68 deletions README.md
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Expand Up @@ -16,85 +16,93 @@ The service includes comprehensive user data collection capabilities for various
<!-- vim-markdown-toc GFM -->

* [lightspeed-stack](#lightspeed-stack)
* [About The Project](#about-the-project)
* [About The Project](#about-the-project)
* [Architecture](#architecture)
* [Prerequisites](#prerequisites)
* [Installation](#installation)
* [Run LCS locally](#run-lcs-locally)
* [Configuration](#configuration)
* [LLM Compatibility](#llm-compatibility)
* [Set LLM provider and model](#set-llm-provider-and-model)
* [Selecting provider and model](#selecting-provider-and-model)
* [Provider and model selection in REST API request](#provider-and-model-selection-in-rest-api-request)
* [Default provider and model](#default-provider-and-model)
* [Supported providers](#supported-providers)
* [Integration with Llama Stack](#integration-with-llama-stack)
* [Llama Stack as separate server](#llama-stack-as-separate-server)
* [MCP Server and Tool Configuration](#mcp-server-and-tool-configuration)
* [Configuring MCP Servers](#configuring-mcp-servers)
* [Configuring MCP Headers](#configuring-mcp-headers)
* [Llama Stack project and configuration](#llama-stack-project-and-configuration)
* [Check connection to Llama Stack](#check-connection-to-llama-stack)
* [Llama Stack as client library](#llama-stack-as-client-library)
* [Llama Stack version check](#llama-stack-version-check)
* [User data collection](#user-data-collection)
* [System prompt](#system-prompt)
* [System Prompt Path](#system-prompt-path)
* [System Prompt Literal](#system-prompt-literal)
* [Custom Profile](#custom-profile)
* [Control model/provider overrides via authorization](#control-modelprovider-overrides-via-authorization)
* [Safety Shields](#safety-shields)
* [Authentication](#authentication)
* [CORS](#cors)
* [Default values](#default-values)
* [Allow credentials](#allow-credentials)
* [LLM Compatibility](#llm-compatibility)
* [Set LLM provider and model](#set-llm-provider-and-model)
* [Selecting provider and model](#selecting-provider-and-model)
* [Provider and model selection in REST API request](#provider-and-model-selection-in-rest-api-request)
* [Default provider and model](#default-provider-and-model)
* [Supported providers](#supported-providers)
* [Integration with Llama Stack](#integration-with-llama-stack)
* [Llama Stack as separate server](#llama-stack-as-separate-server)
* [MCP Server and Tool Configuration](#mcp-server-and-tool-configuration)
* [Configuring MCP Servers](#configuring-mcp-servers)
* [Configuring MCP Server Authentication](#configuring-mcp-server-authentication)
* [1. Static Tokens from Files (Recommended for Service Credentials)](#1-static-tokens-from-files-recommended-for-service-credentials)
* [2. Kubernetes Service Account Tokens (For K8s Deployments)](#2-kubernetes-service-account-tokens-for-k8s-deployments)
* [3. Client-Provided Tokens (For Per-User Authentication)](#3-client-provided-tokens-for-per-user-authentication)
* [Combining Authentication Methods](#combining-authentication-methods)
* [Authentication Method Comparison](#authentication-method-comparison)
* [Important: Automatic Server Skipping](#important-automatic-server-skipping)
* [Llama Stack project and configuration](#llama-stack-project-and-configuration)
* [Check connection to Llama Stack](#check-connection-to-llama-stack)
* [Llama Stack as client library](#llama-stack-as-client-library)
* [Llama Stack version check](#llama-stack-version-check)
* [User data collection](#user-data-collection)
* [System prompt](#system-prompt)
* [System Prompt Path](#system-prompt-path)
* [System Prompt Literal](#system-prompt-literal)
* [Custom Profile](#custom-profile)
* [Control model/provider overrides via authorization](#control-modelprovider-overrides-via-authorization)
* [Safety Shields](#safety-shields)
* [Authentication](#authentication)
* [CORS](#cors)
* [Default values](#default-values)
* [Allow credentials](#allow-credentials)
* [RAG Configuration](#rag-configuration)
* [Example configurations for inference](#example-configurations-for-inference)
* [Example configurations for inference](#example-configurations-for-inference)
* [Usage](#usage)
* [Make targets](#make-targets)
* [Running Linux container image](#running-linux-container-image)
* [Building Container Images](#building-container-images)
* [Llama-Stack as Separate Service (Server Mode)](#llama-stack-as-separate-service-server-mode)
* [macOS (arm64)](#macos-arm64)
* [Llama-Stack as Library (Library Mode)](#llama-stack-as-library-library-mode)
* [macOS](#macos)
* [Verify it's running properly](#verify-its-running-properly)
* [Custom Container Image](#custom-container-image)
* [Make targets](#make-targets)
* [Running Linux container image](#running-linux-container-image)
* [Building Container Images](#building-container-images)
* [Llama-Stack as Separate Service (Server Mode)](#llama-stack-as-separate-service-server-mode)
* [macOS (arm64)](#macos-arm64)
* [Llama-Stack as Library (Library Mode)](#llama-stack-as-library-library-mode)
* [macOS](#macos)
* [Verify it's running properly](#verify-its-running-properly)
* [Custom Container Image](#custom-container-image)
* [Endpoints](#endpoints)
* [OpenAPI specification](#openapi-specification)
* [Readiness Endpoint](#readiness-endpoint)
* [Liveness Endpoint](#liveness-endpoint)
* [OpenAPI specification](#openapi-specification)
* [Readiness Endpoint](#readiness-endpoint)
* [Liveness Endpoint](#liveness-endpoint)
* [Database structure](#database-structure)
* [Publish the service as Python package on PyPI](#publish-the-service-as-python-package-on-pypi)
* [Generate distribution archives to be uploaded into Python registry](#generate-distribution-archives-to-be-uploaded-into-python-registry)
* [Upload distribution archives into selected Python registry](#upload-distribution-archives-into-selected-python-registry)
* [Packages on PyPI and Test PyPI](#packages-on-pypi-and-test-pypi)
* [Generate distribution archives to be uploaded into Python registry](#generate-distribution-archives-to-be-uploaded-into-python-registry)
* [Upload distribution archives into selected Python registry](#upload-distribution-archives-into-selected-python-registry)
* [Packages on PyPI and Test PyPI](#packages-on-pypi-and-test-pypi)
* [Contributing](#contributing)
* [Testing](#testing)
* [License](#license)
* [Additional tools](#additional-tools)
* [Utility to generate OpenAPI schema](#utility-to-generate-openapi-schema)
* [Path](#path)
* [Usage](#usage-1)
* [Makefile target to generate OpenAPI specification](#makefile-target-to-generate-openapi-specification)
* [Utility to generate documentation from source code](#utility-to-generate-documentation-from-source-code)
* [Path](#path-1)
* [Usage](#usage-2)
* [Utility to generate OpenAPI schema](#utility-to-generate-openapi-schema)
* [Path](#path)
* [Usage](#usage-1)
* [Makefile target to generate OpenAPI specification](#makefile-target-to-generate-openapi-specification)
* [Utility to generate documentation from source code](#utility-to-generate-documentation-from-source-code)
* [Path](#path-1)
* [Usage](#usage-2)
* [Data Export Integration](#data-export-integration)
* [Quick Integration](#quick-integration)
* [Documentation](#documentation)
* [Quick Integration](#quick-integration)
* [Documentation](#documentation)
* [Project structure](#project-structure)
* [Configuration classes](#configuration-classes)
* [REST API](#rest-api)
* [Sequence diagrams](#sequence-diagrams)
* [Query endpoint REST API handler](#query-endpoint-rest-api-handler)
* [Streaming query endpoint REST API handler](#streaming-query-endpoint-rest-api-handler)
* [Versioning](#versioning)
* [Configuration classes](#configuration-classes)
* [REST API](#rest-api)
* [Sequence diagrams](#sequence-diagrams)
* [Query endpoint REST API handler](#query-endpoint-rest-api-handler)
* [Streaming query endpoint REST API handler](#streaming-query-endpoint-rest-api-handler)
* [Versioning](#versioning)
* [Development Tools](#development-tools)
* [MCP Mock Server](#mcp-mock-server)
* [Konflux](#konflux)
* [Updating Dependencies for Hermetic Builds](#updating-dependencies-for-hermetic-builds)
* [When to Update Dependency Files](#when-to-update-dependency-files)
* [Updating Python Dependencies](#updating-python-dependencies)
* [Updating RPM Dependencies](#updating-rpm-dependencies)
* [Updating Dependencies for Hermetic Builds](#updating-dependencies-for-hermetic-builds)
* [When to Update Dependency Files](#when-to-update-dependency-files)
* [Updating Python Dependencies](#updating-python-dependencies)
* [Updating RPM Dependencies](#updating-rpm-dependencies)

<!-- vim-markdown-toc -->

Expand Down Expand Up @@ -421,13 +429,13 @@ mcp_servers:
url: "http://weather-api:8080"
authorization_headers:
X-API-Key: "/var/secrets/weather-api-key"

# Kubernetes auth for internal services
- name: "internal-db"
url: "http://db-mcp.cluster.local:8080"
authorization_headers:
Authorization: "kubernetes"

# Mixed: static API key + per-user token
- name: "multi-tenant-service"
url: "http://multi-tenant:8080"
Expand Down Expand Up @@ -1176,10 +1184,14 @@ Update these files when you:
make konflux-requirements
```

This generates three platform-specific requirements files:
- `requirements.x86_64.txt` - x86_64 packages (excludes torch)
- `requirements.aarch64.txt` - ARM64 packages (excludes torch)
- `requirements.torch.txt` - CPU variant of torch (shared by both platforms)
This compiles Python dependencies from `pyproject.toml` using `uv`, splits packages by their source index (PyPI vs Red Hat's internal registry), and generates hermetic requirements files with pinned versions and hashes for Konflux builds.

**Files produced:**
- `requirements.hashes.source.txt` – PyPI packages with hashes
- `requirements.hashes.wheel.txt` – Red Hat registry packages with hashes
- `requirements-build.txt` – Build-time dependencies for source packages

The script also updates the Tekton pipeline configurations (`.tekton/lightspeed-stack-*.yaml`) with the list of pre-built wheel packages.

### Updating RPM Dependencies

Expand Down
4 changes: 2 additions & 2 deletions pyproject.toml
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Expand Up @@ -165,11 +165,11 @@ llslibdev = [
"opentelemetry-exporter-otlp>=1.34.1",
# API tool_runtime: inline::rag-runtime
"transformers>=4.34.0",
"numpy==2.2.6",
"numpy==2.3.5",
# API tool_runtime: remote::model-context-protocol
"mcp>=1.9.4",
# API post_training: inline::huggingface
"torch==2.7.1",
"torch==2.9.0",
"trl>=0.18.2",
"peft>=0.15.2",
# Other
Expand Down
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